Pith Number

pith:PZC67D33

pith:2025:PZC67D334BO67U6BLGUEPEY2AC

not attested not anchored not stored refs pending

ASTRO: Teaching Language Models to Reason by Reflecting and Backtracking In-Context

Anirudh Goyal, Hannaneh Hajishirzi, Joongwon Kim, Liang Tan, Srinivasan Iyer, Tianlu Wang

arxiv:2507.00417 v1 · 2025-07-01 · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

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\usepackage{pith}
\pithnumber{PZC67D334BO67U6BLGUEPEY2AC}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

3 papers in Pith

Search, Fail, Recover: A Training Framework for Correction-Aware Reasoning

Credit Assignment with Resets in Language Model Reasoning

Robots Need More than VLA and World Models

Receipt and verification

First computed	2026-07-05T11:30:08.557610Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e45ef8f7be05defd3c159a847931a008776f57e9bc7c65fdaa29cd985a58489

Aliases

arxiv: 2507.00417 · arxiv_version: 2507.00417v1 · doi: 10.48550/arxiv.2507.00417 · pith_short_12: PZC67D334BO6 · pith_short_16: PZC67D334BO67U6B · pith_short_8: PZC67D33

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/PZC67D334BO67U6BLGUEPEY2AC \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 7e45ef8f7be05defd3c159a847931a008776f57e9bc7c65fdaa29cd985a58489

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63b36e0b7525603d517a787d7e607ba0ed4363248b33a9fc1bd0d5b57f762c86",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-01T04:10:15Z",
    "title_canon_sha256": "018e02435f72bee751b8400abff6601be874dcf73ff3a3714077a45d3cf220b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.00417",
    "kind": "arxiv",
    "version": 1
  }
}